TY - GEN

T1 - Fuzzy Learning Vector Quantization Particle Swarm Optimization (FLVQ-PSO) and Fuzzy Neuro Generalized Learning Vector Quantization (FN-GLVQ) for automatic early detection system of heart diseases based on real-time electrocardiogram

AU - Rachmadi, M. Febrian

AU - Ma'sum, M. Anwar

AU - Setiawan, I. Made Agus

AU - Jatmiko, Wisnu

PY - 2012

Y1 - 2012

N2 - Automatic heart beats classification has attracted much interest for research recently and we are interested to determine the type of arrhythmia from electrocardiogram (ECG) signal automatically. This paper will discuss thoroughly about study and implementation of FLVQ-PSO, an extension from FLVQ algorithm which use MSA and PSO method, and FN-GLVQ, an extension from GLVQ algorithm which use fuzzy logic concept, to classify ECG signals. By using 10-Fold Cross Validation, the algorithm produced an average accuracy 84.02%, 98.25%, 99.00%, and 97.70%, respectively for FLVQ, FLVQ-PSO, GLVQ, and FN-GLVQ.

AB - Automatic heart beats classification has attracted much interest for research recently and we are interested to determine the type of arrhythmia from electrocardiogram (ECG) signal automatically. This paper will discuss thoroughly about study and implementation of FLVQ-PSO, an extension from FLVQ algorithm which use MSA and PSO method, and FN-GLVQ, an extension from GLVQ algorithm which use fuzzy logic concept, to classify ECG signals. By using 10-Fold Cross Validation, the algorithm produced an average accuracy 84.02%, 98.25%, 99.00%, and 97.70%, respectively for FLVQ, FLVQ-PSO, GLVQ, and FN-GLVQ.

KW - Arrhythmia Classification

KW - Biomedical Signal Processing

KW - FLVQ

KW - FLVQ-PSO

KW - FN-GLVQ

KW - GLVQ

UR - http://www.scopus.com/inward/record.url?scp=84869478135&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:84869478135

SN - 9781467322591

T3 - Proceedings of the SICE Annual Conference

SP - 465

EP - 470

BT - 2012 Proceedings of SICE Annual Conference, SICE 2012

PB - Society of Instrument and Control Engineers (SICE)

T2 - 2012 51st Annual Conference on of the Society of Instrument and Control Engineers of Japan, SICE 2012

Y2 - 20 August 2012 through 23 August 2012

ER -